~/talk

Using coding agents with open models

Talkat PyData London 2026 · on Saturday, 2026-06-06· at 16:15· Grand Hall 2· [ai-assisted-development, large-language-models]
slides:none on file

Claims that open models now sit close to proprietary ones on benchmarks while costing far less and that a hosted service (Token Factory) adds aggressive caching, spec decoding, and zero data retention to make inference practical. Demos show VS Code agents (Client, Cursor, Claude Code via a Token Factory proxy) calling Kimi 2.6 and others to read a repo, plan tasks, run edits, and report costs and token usage, and the setup works end to end.

AI-written summary · about

  1. 0:00Introduction
  2. 1:50Navis Token Factory setup
  3. 2:53Open models for coding agents
  4. 7:46Shift to coding agents
  5. 9:10Coding agents and models
  6. 10:32Misconception about latest models
  7. 11:33Benchmarking models and agents
  8. 13:43Open vs proprietary models
  9. 14:45Open models and capabilities
  10. 15:50Pairing agents with models
  11. 16:33Client IDE configuration
  12. 18:41Cursor IDE configuration
  13. 20:06Claude Code setup
  14. 23:59Mixing models for tasks
  15. 25:44Agent instructions best practices
  16. 28:08Q&A
  17. 34:42Closing
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